[docs]: add contribuing guide and add hooks install (#1613)

* [feat]: update kt-kernel hooks and add contribution guide

* [docs]: add contributing guide
* [style]: format the python file and cpp file in kt-kernel

.github/CONTRIBUTING.md

@@ -0,0 +1,139 @@
+## Before Commit!
+
+Your commit message must follow Conventional Commits (https://www.conventionalcommits.org/) and your code should be formatted. The Git hooks will do most of the work automatically:
+
+### Tool Requirements
+
+You need a recent `clang-format` (>= 18). In a conda environment you can install:
+
+```shell
+conda install -c conda-forge clang-format=18
+```
+
+If you previously configured with an older version, remove the build directory and reconfigure:
+
+```shell
+rm -rf kt-kernel/build
+```
+
+Install `black` for Python formatting:
+
+```shell
+conda install black
+```
+
+### Install hook:
+```shell
+bash kt-kernel/scripts/install-git-hooks.sh
+#or just cmake the kt-kernel
+cmake -S kt-kernel -B kt-kernel/build
+```
+
+There are manual commands if you need format.
+
+```shell
+cmake -S kt-kernel -B kt-kernel/build
+cmake --build kt-kernel/build --target format
+```
+
+## Developer Note
+
+Formatting and commit message rules are enforced by Git hooks. After installing `clang-format` and `black`, just commit normally—the hooks will run formatting for you.
+
+> [!NOTE]
+> If formatting modifies files, the commit is aborted after staging those changes. Review them and run `git commit` again. Repeat until no further formatting changes appear.
+
+---
+
+### Conventional Commit Regex (Reference)
+
+The commit-msg hook enforces this pattern:
+
+```text
+regex='^\[(feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert|wip)\](\([^\)]+\))?(!)?: .+'
+```
+
+Meaning (English):
+* `[type]` required — one of feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert|wip
+* Optional scope: `(scope)` — any chars except `)`
+* Optional breaking change marker: `!` right after type or scope
+* Separator: `: ` (colon + space)
+* Subject: free text (at least one character)
+
+Examples:
+```text
+[feat]: add adaptive batching
+[fix(parser)]: handle empty token list
+[docs]!: update API section for breaking rename
+```
+
+You can bypass locally (not recommended) with:
+```shell
+git commit --no-verify
+```
+## 提交前提醒
+
+提交信息必须满足 Conventional Commits 规范 (https://www.conventionalcommits.org/)，代码需要符合格式要求。Git 钩子已经集成了大部分工作：
+### 软件要求
+
+需要较新的 `clang-format` (>= 18)，在 conda 环境中安装：
+
+```shell
+conda install -c conda-forge clang-format=18
+```
+
+如果之前用老版本配置过，请删除构建目录重新配置：
+
+```shell
+rm -rf kt-kernel/build
+```
+
+安装 `black` 以进行 Python 文件格式化：
+
+```shell
+conda install black
+```
+### 安装钩子
+```shell
+bash kt-kernel/scripts/install-git-hooks.sh
+#or just cmake the kt-kernel
+cmake -S kt-kernel -B kt-kernel/build
+```
+如果你需要手动格式化：
+```shell
+cmake -S kt-kernel -B kt-kernel/build
+cmake --build kt-kernel/build --target format
+```
+
+## 开发者说明
+
+本仓库通过 Git hooks 自动执行代码格式化与提交信息规范检查。只需安装好 `clang-format` 与 `black` 后正常执行提交即可，钩子会自动格式化。
+
+> [!NOTE]
+> 如果格式化修改了文件，钩子会终止提交并已暂存这些改动。请查看修改后再次执行 `git commit`，重复直到没有新的格式化变更。
+
+### 提交信息正则（参考）
+
+钩子使用如下正则检查提交信息：
+```text
+regex='^\[(feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert|wip)\](\([^\)]+\))?(!)?: .+'
+```
+含义：
+* `[type]` 必填：feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert|wip
+* 作用域可选：`(scope)`，不能包含右括号
+* 可选的破坏性标记：`!`
+* 分隔符：冒号+空格 `: `
+* 描述：至少一个字符
+
+示例：
+```text
+[feat]: 增加自适应 batch 功能
+[fix(tokenizer)]: 修复空 token 列表处理
+[docs]!: 更新接口文档（存在破坏性修改）
+```
+
+跳过钩子（不推荐，仅紧急时）：
+```shell
+git commit --no-verify
+```
+